{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "# Ignore numpy dtype warnings. These warnings are caused by an interaction\n",
    "# between numpy and Cython and can be safely ignored.\n",
    "# Reference: https://stackoverflow.com/a/40846742\n",
    "warnings.filterwarnings(\"ignore\", message=\"numpy.dtype size changed\")\n",
    "warnings.filterwarnings(\"ignore\", message=\"numpy.ufunc size changed\")\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import nbinteract as nbi\n",
    "\n",
    "sns.set()\n",
    "sns.set_context('talk')\n",
    "np.set_printoptions(threshold=20, precision=2, suppress=True)\n",
    "pd.options.display.max_rows = 7\n",
    "pd.options.display.max_columns = 8\n",
    "pd.set_option('precision', 2)\n",
    "# This option stops scientific notation for pandas\n",
    "# pd.set_option('display.float_format', '{:.2f}'.format)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization Principles\n",
    "\n",
    "Now that we have the tools to create and alter plots, we turn to key principles for data visualization. Much like other parts of data science, it is difficult to precisely assign a number that measures how effective a specific visualization is. Still, there are general principles that make visualizations much more effective at showing trends in the data. We discuss six categories of principles: scale, conditioning, perception, transformation, context, and smoothing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Principles of Scale\n",
    "\n",
    "Principles of scale relate to the choice of x and y-axis used to plot the data.\n",
    "\n",
    "In a 2015 US Congressional hearing, representative Chaffetz discussed an investigation of Planned Parenthood programs. He presented the following plot that originally appeared in a report by Americans United for Life. It compares the number of abortion and cancer screening procedures, both of which are offered by Planned Parenthood. (The full report is available at https://oversight.house.gov/interactivepage/plannedparenthood.)\n",
    "\n",
    "What is suspicious about this plot? How many data points are plotted?\n",
    "\n",
    "![viz_planned_parenthood.png](viz_principles_img/viz_planned_parenthood.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot violates principles of scale; it doesn't make good choices for its x and y-axis.\n",
    "\n",
    "When we select the x and y-axis for our plot, we should keep a consistent scale across the entire axis. However, the plot above has different scales for the Abortion and Cancer Screening lines—the start of the Abortion line and end of the Cancer Screening line lie close to each other on the y-axis but represent vastly different numbers. In addition, only points from 2006 and 2013 are plotted but the x-axis contains unnecessary tick marks for every year in between.\n",
    "\n",
    "To improve this plot, we should re-plot the points on the same y-axis scale:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
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y5cycORMLCwuGDRvG6NGjAWjdujVBQUF8//33bNiwAXV1dbp27cqqVatqfYXdmKiJJ3nv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\nCE2ToBJCCKFp/x/hUeFzhKztCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a14a5b160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp = pd.read_csv(\"data/plannedparenthood.csv\")\n",
    "plt.plot(pp['year'], pp['screening'], linestyle=\"solid\", marker=\"o\", label='Cancer')\n",
    "plt.plot(pp['year'], pp['abortion'], linestyle=\"solid\", marker=\"o\", label='Abortion')\n",
    "plt.title('Planned Parenthood Procedures')\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Service\")\n",
    "plt.xticks([2006, 2013])\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the change in number of Abortions is very small compared to the large drop in the number of Cancer Screenings. Instead of the number of procedures, we might instead be interested in the percent change in number."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SBeHh4S+4t6qOIVIHpk2bhqioKKxfvx4pKSm4ePEi5s6di7S0NJXTFE/z9vZGREQEtm/f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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a15833940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percent_change = pd.DataFrame({\n",
    "    'percent_change': [\n",
    "        pp['screening'].iloc[1] / pp['screening'].iloc[0] - 1,\n",
    "        pp['abortion'].iloc[1] / pp['abortion'].iloc[0] - 1,\n",
    "    ],\n",
    "    'procedure': ['cancer', 'abortion'],\n",
    "    'type': ['percent_change', 'percent_change'],\n",
    "})\n",
    "ax = sns.barplot(x='procedure', y='percent_change', data=percent_change)\n",
    "plt.title('Percent Change in Number of Procedures')\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Percent Change')\n",
    "plt.ylim(-0.6, 0.6)\n",
    "plt.axhline(y=0, c='black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When selecting the x and y-axis limits we prefer to focus on the region with the bulk of the data, especially when working with long-tailed data. Consider the following plot and its zoomed in version to its right:\n",
    "\n",
    "![viz_zoom.png](viz_principles_img/viz_zoom.png)\n",
    "\n",
    "The plot on the right is much more helpful for making sense of the dataset. If needed, we can make multiple plots of different regions of the data to show the entire range of data. Later in this section, we discuss data transformations which also help visualize long-tailed data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Principles of Conditioning\n",
    "\n",
    "Principles of conditioning give us techniques to show distributions and relationships between subgroups of our data.\n",
    "\n",
    "The US Bureau of Labor Statistics oversees scientific surveys related to the economic health of the US. Their website contains a tool to generate reports using this data that was used to generate this chart comparing median weekly earnings split by sex.\n",
    "\n",
    "Which comparisons are easiest to make using this plot? Are these the comparisons that are most interesting or important?\n",
    "\n",
    "![viz_earnings.png](viz_principles_img/viz_earnings.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot lets us see at a glance that weekly earnings tend to increase with more education. However, it is difficult to tell exactly how much each level of education increases earnings and it is even more difficult to compare male and female weekly earnings at the same education level. We can uncover both these trends by using a dot chart instead of a bar chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r1hU5qQLs27ePzMxMjh07xrFjx5S2OTk5sW3bNurWrcuaNWvka6mqquLh4cHs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a15748198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cps = pd.read_csv(\"data/edInc2.csv\")\n",
    "ax = sns.pointplot(x=\"educ\", y=\"income\", hue=\"gender\", data=cps)\n",
    "\n",
    "ticks = [\"<HS\", \"HS\", \"<BA\", \"BA\", \">BA\"]\n",
    "ax.set_xticklabels(ticks)\n",
    "ax.set_xlabel(\"Education\")\n",
    "ax.set_ylabel(\"Income\")\n",
    "ax.set_title(\"2014 Median Weekly Earnings\\nFull-Time Workers over 25 years old\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The lines connecting the points more clearly shows the relatively large effect of having a BA degree on weekly earnings. Placing the points for males and females directly above each other makes it much easier to see that the wage gap between males and females tends to increase with higher education levels.\n",
    "\n",
    "To aid comparison of two subgroups within your data, align markers along the x or y-axis and use different colors or markers for different subgroups. Lines tend to show trends in data more clearly than bars and are a useful choice for both ordinal and numerical data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Principles of Perception\n",
    "\n",
    "Human perception has specific properties that are important to consider in visualization design. The first important property of human perception is that we perceive some colors more strongly than others, especially green colors. In addition, we perceive lighter shaded areas as larger than darker shaded ones. For example, in the weekly earnings plot that we just discussed, the lighter bars seem to draw more attention than the darker colored ones:\n",
    "\n",
    "![viz_earnings.png](viz_principles_img/viz_earnings.png)\n",
    "\n",
    "Practically speaking, you should ensure that your charts' color palettes are *perceptually uniform*. This means that, for example, the perceived intensity of the color won't change in between bars in a bar chart. For quantitative data, you have two choices: if your data progress from low to high and you want to emphasize large values, use a *sequential* color scheme which assigns lighter colors to large values. If both low and high values should be emphasized, use a *diverging* color scheme which assigns ligher colors to values closer to the center.\n",
    "\n",
    "`seaborn` comes with many useful color palettes built-in. You can browse its documentation to learn how to switch between color palettes: http://seaborn.pydata.org/tutorial/color_palettes.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A second important property of human perception is that we are generally more accurate when we compare lengths and less accurate when we compare areas. Consider the following chart of the GDP of African countries.\n",
    "\n",
    "![viz_gdp.png](viz_principles_img/viz_gdp.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By numerical value, South Africa has twice the GDP of Algeria but it's not easy to tell from the plot above. Instead, we can plot the GDPs on a dot plot:\n",
    "\n",
    "![viz_gdp_v2.png](viz_principles_img/viz_gdp_v2.png)\n",
    "\n",
    "This is much more clear because it allows us to compare lengths instead of areas. Pie charts and three-dimensional charts are difficult to interpret for the same reason; we tend to avoid these charts in practice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our third and final property of perception is that the human eye has difficulty with changing baselines. Consider the following stacked area chart that plots carbon dioxide emissions over time split by country.\n",
    "\n",
    "![viz_principles_img/viz_emissions.png](viz_principles_img/viz_emissions.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is difficult to see whether the UK's emissions have increased or decreased over time because the of *jiggling baseline* problem: the baseline (bottom line) of the area jiggles up and down. It is also difficult to compare whether the UK's emissions are greater than China's emissions when the two heights are similar (in year 2000, for example).\n",
    "\n",
    "Similar issues of jiggling baselines appear in stacked bar charts. In the plot below, it is difficult to compare the number of 15-64 year olds between Germany and Mexico.\n",
    "\n",
    "![viz_principles_img/viz_bar_stacked.jpeg](viz_principles_img/viz_bar_stacked.jpeg)\n",
    "\n",
    "We can often improve a stacked area or bar chart by switching to a line chart. Here's the data of emissions over time plotted as lines instead of areas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BXhZE19VDDhk46Syo6imf/DdeXksnmmyn4dE0hdKIn86t68nsXoO1dx1Wy1qs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Fqq/gXpXnE7GcssWeJ2Pne5h+nV/sssz/yBeQW0BjjdyPPTWm2Fluy4JCoyJ0XHdCx3RDG+bn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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a18048e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "co2 = pd.read_csv(\"data/CAITcountryCO2.csv\", skiprows = 2,\n",
    "                  names = [\"Country\", \"Year\", \"CO2\"])\n",
    "last_year = co2.Year.iloc[-1]\n",
    "q = f\"Country != 'World' and Country != 'European Union (15)' and Year == {last_year}\"\n",
    "top14_lasty = co2.query(q).sort_values('CO2', ascending=False).iloc[:14]\n",
    "top14 = co2[co2.Country.isin(top14_lasty.Country) & (co2.Year >= 1950)]\n",
    "\n",
    "from cycler import cycler\n",
    "\n",
    "linestyles = (['-', '--', ':', '-.']*3)[:7]\n",
    "colors = sns.color_palette('colorblind')[:4]\n",
    "lines_c = cycler('linestyle', linestyles)\n",
    "color_c = cycler('color', colors)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 9))\n",
    "ax.set_prop_cycle(lines_c * color_c)\n",
    "\n",
    "x, y ='Year', 'CO2'\n",
    "for name, df in top14.groupby('Country'):\n",
    "    ax.semilogy(df[x], df[y], label=name)\n",
    "\n",
    "ax.set_xlabel(x)\n",
    "ax.set_ylabel(y + \"Emissions [Million Tons]\")\n",
    "ax.legend(ncol=2, frameon=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot does not jiggle the baseline so it is much easier to compare emissions between countries. We can also more clearly see which countries increased emissions the most."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {
    "height": "600px",
    "left": "22px",
    "top": "77px",
    "width": "216px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
